1. Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays
- Author
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Andrew E. Jaffe, Andrew P. Feinberg, Martin J. Aryee, Hector Corrada-Bravo, Kasper D. Hansen, Rafael A. Irizarry, and Christine Ladd-Acosta
- Subjects
Statistics and Probability ,Computational biology ,Biology ,Biochemistry ,Polymorphism, Single Nucleotide ,Bioconductor ,Software ,Preprocessor ,Humans ,Molecular Biology ,Aged ,Oligonucleotide Array Sequence Analysis ,Genetics ,Supplementary data ,Genome ,business.industry ,dNaM ,High-Throughput Nucleotide Sequencing ,DNA Methylation ,Original Papers ,Computer Science Applications ,Computational Mathematics ,Differentially methylated regions ,Computational Theory and Mathematics ,DNA methylation ,Colonic Neoplasms ,DNA microarray ,business ,Algorithms - Abstract
Motivation: The recently released Infinium HumanMethylation450 array (the ‘450k’ array) provides a high-throughput assay to quantify DNA methylation (DNAm) at ∼450 000 loci across a range of genomic features. Although less comprehensive than high-throughput sequencing-based techniques, this product is more cost-effective and promises to be the most widely used DNAm high-throughput measurement technology over the next several years. Results: Here we describe a suite of computational tools that incorporate state-of-the-art statistical techniques for the analysis of DNAm data. The software is structured to easily adapt to future versions of the technology. We include methods for preprocessing, quality assessment and detection of differentially methylated regions from the kilobase to the megabase scale. We show how our software provides a powerful and flexible development platform for future methods. We also illustrate how our methods empower the technology to make discoveries previously thought to be possible only with sequencing-based methods. Availability and implementation: http://bioconductor.org/packages/release/bioc/html/minfi.html. Contact: khansen@jhsph.edu; rafa@jimmy.harvard.edu Supplementary information: Supplementary data are available at Bioinformatics online.
- Published
- 2014